Precarity: Modeling the Long Term Effects of Compounded Decisions on Individual Instability
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Abstract (arXiv)
When it comes to studying the impacts of decision making, the research has been largely focused on examining the fairness of the decisions, the long-term effects of the decision pipelines, and utility-based perspectives considering both the decision-maker and the individuals. However, there has hardly been any focus on precarity which is the term that encapsulates the instability in people's lives. That is, a negative outcome can overspread to other decisions and measures of well-being. Studying precarity necessitates a shift in focus - from the point of view of the decision-maker to the perspective of the decision subject. This centering of the subject is an important direction that unlocks the importance of parting with aggregate measures to examine the long-term effects of decision making. To address this issue, in this paper, we propose a modeling framework that simulates the effects of compounded decision-making on precarity over time. Through our simulations, we are able to show the heterogeneity of precarity by the non-uniform ruinous aftereffects of negative decisions on different income classes of the underlying population and how policy interventions can help mitigate such effects.
Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). Builds on 24 of its 73 references that are in the map. First posted on arXiv 24 Apr 2021.
Builds on
24 of 73 references.
References · 24
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12 more
- 2019The Disparate Equilibria of Algorithmic Decision Making when Individuals Invest Rationallycited by 41
- 2019Fair Contextual Multi-Armed Bandits: Theory and Experimentscited by 41
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Built on by
Citing papers per year: 2022: 2; 2023: 0; 2024: 0; 2025: 3.
5 papers.
- 2022Policy Optimization with Advantage Regularization for Long-Term Fairness in Decision Systemscited by 13
- 2025Counting Hours, Counting Losses: The Toll of Unpredictable Work Schedules on Financial Securitycited by 2
- 2025Rethinking Optimization: A Systems-Based Approach to Social Externalitiescited by 2
- 2022An Algorithmic Introduction to Savings Circlescited by 0
- 2025Consumer Autonomy or Illusion? Rethinking Consumer Agency in the Age of Algorithmscited by 0
- 2025Consumer Autonomy or Illusion? Rethinking Consumer Agency in the Age of Algorithms19 Aug 2025
- 2025Rethinking Optimization: A Systems-Based Approach to Social Externalities15 Jun 2025
- 2025Counting Hours, Counting Losses: The Toll of Unpredictable Work Schedules on Financial Security10 Apr 2025
- 2022Policy Optimization with Advantage Regularization for Long-Term Fairness in Decision Systems22 Oct 2022
- 2022An Algorithmic Introduction to Savings Circles23 Mar 2022